Joint Parking and Power Management for Electric Vehicle Edge Computing: A Bilevel Optimization Approach

4区 计算机科学 Q3 Engineering
Xumin Huang, Weifeng Zhong, Jiangtian Nie, Jiawen Kang, Zehui Xiong, Yuan Wu, M. Guizani
{"title":"Joint Parking and Power Management for Electric Vehicle Edge Computing: A Bilevel Optimization Approach","authors":"Xumin Huang, Weifeng Zhong, Jiangtian Nie, Jiawen Kang, Zehui Xiong, Yuan Wu, M. Guizani","doi":"10.1109/iwcmc55113.2022.9824253","DOIUrl":null,"url":null,"abstract":"With the vehicle-to-grid and computing capabilities, a parked electric vehicle (EV) has a dual role, namely being an energy prosumer as well as a computing node for accommodating computation-offloading services. This dual-role feature of EVs yields a new computing paradigm named Electric Vehicle Edge Computing (EVEC). To ease the implementation of EVEC, we propose a fine-grained EV management approach to jointly provide parking guidance for EVs and control their charging/discharging power in parking lots. We formulate a bilevel optimization problem where the top-level problem optimizes the matching between EVs and parking lots from the perspective of computation offloading, and the bottom-level problem optimizes the control of EV charging/discharging power from the view of power networks. We transform the bilevel optimization problem into a single-level form, which is a nonconvex mixed-integer nonlinear programming problem, and we further tackle it by linearization techniques. Finally, we provide numerical results to demonstrate the efficiency and effectiveness of our approach.","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":"12 1","pages":"719-724"},"PeriodicalIF":0.0000,"publicationDate":"2022-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Wireless Communications & Mobile Computing","FirstCategoryId":"94","ListUrlMain":"https://doi.org/10.1109/iwcmc55113.2022.9824253","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Engineering","Score":null,"Total":0}
引用次数: 0

Abstract

With the vehicle-to-grid and computing capabilities, a parked electric vehicle (EV) has a dual role, namely being an energy prosumer as well as a computing node for accommodating computation-offloading services. This dual-role feature of EVs yields a new computing paradigm named Electric Vehicle Edge Computing (EVEC). To ease the implementation of EVEC, we propose a fine-grained EV management approach to jointly provide parking guidance for EVs and control their charging/discharging power in parking lots. We formulate a bilevel optimization problem where the top-level problem optimizes the matching between EVs and parking lots from the perspective of computation offloading, and the bottom-level problem optimizes the control of EV charging/discharging power from the view of power networks. We transform the bilevel optimization problem into a single-level form, which is a nonconvex mixed-integer nonlinear programming problem, and we further tackle it by linearization techniques. Finally, we provide numerical results to demonstrate the efficiency and effectiveness of our approach.
面向电动汽车边缘计算的联合停车与电源管理:一种双层优化方法
由于具有车辆到电网和计算能力,停放的电动汽车(EV)具有双重角色,即能源消耗者和容纳计算卸载服务的计算节点。电动汽车的这种双重角色特性产生了一种新的计算范式,称为电动汽车边缘计算(EVEC)。为了方便EVEC的实施,我们提出了一种细粒度的电动汽车管理方法,共同为电动汽车停车提供指导,并控制其在停车场的充放电功率。构建双层优化问题,顶层问题从计算卸载角度优化电动汽车与停车场匹配,底层问题从电网角度优化电动汽车充放电功率控制。我们将双层优化问题转化为单层形式的非凸混合整数非线性规划问题,并利用线性化技术进一步解决它。最后,我们提供了数值结果来证明我们的方法的效率和有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
2475
审稿时长
9.9 months
期刊介绍: Presenting comprehensive coverage of this fast moving field, Wireless Communications and Mobile Computing provides the R&D communities working in academia and the telecommunications and networking industries with a forum for sharing research and ideas. The convergence of wireless communications and mobile computing is bringing together two areas of immense growth and innovation. This is reflected throughout the journal by strongly focusing on new trends, developments, emerging technologies and new industrial standards.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信